Sustainable Catalyst Platform · Decision Studio v3.0

Decision Studio

Connected decision intelligence for evidence-grounded, reviewable decisions.

Decision Studio connects framing, evidence, analysis, tradeoffs, uncertainty, scenarios, real-world context, review, human judgment, and outcome monitoring in one structured decision lifecycle.

Human judgment remains authoritative. Decision Studio can structure evidence, expose dependencies, compare alternatives, route deeper analysis, and prepare a recommendation for review. It does not automatically select a winner, approve a decision, or execute consequential actions.

Connected Intelligence · Live workspace

Work through the decision as one connected system

Start with the decision object, inspect lifecycle readiness, identify unresolved work, move into the appropriate analytical workspace, and return results without losing provenance or decision context.

Sustainable Catalyst Platform · Decision Studio v3.12.0

Decision Studio

Structured sustainability decision support for projects, policies, procurement choices, scenarios, risk, and four-pillar evaluation.

Boundary: AI in the toolkit, never in control. Outputs are decision-support drafts and educational analyses, not legal, financial, engineering, medical, sustainability assurance, tax, compliance, or investment advice.

Project intake

Define the decision question

Capture the project, policy, procurement, retrofit, supplier, or strategy decision before scoring it.

v2.1.0 · Unified Decision Object Model

One decision object across the platform

Promote the current Decision Packet into a first-class object that can carry evidence, models, scenarios, uncertainty, provenance, recommendations, governance, and outcomes across Library, Research Librarian, Site Intelligence, Workbench, Research Lab, Platform Core, and Decision Studio.

Compatibility boundary: Decision Packet 2.0 remains supported. v2.1.0 adds an additive, reversible Decision Object representation; it does not silently discard packet fields or claim that linked applications accepted an artifact.

v2.2.0 · Evidence & Source Bundles

Trace claims back to sources

Build reusable source bundles, map evidence claims to source identities, expose citation gaps and contradictions, and attach the resulting evidence bundle to the active Decision Object.

Evidence boundary: Citation coverage, source identity, review state, and contradictions are made visible. The Studio does not automatically determine whether a claim is true or whether evidence is sufficient for professional approval.

v2.7.0 · Site Intelligence Context Integration

Bring real-world context into the decision without turning signals into conclusions

Capture Site Intelligence signals with source identity, geography, observation time, freshness, methodology, limitations, provenance, and explicit scenario relationships.

Interpretation boundary: context signals remain descriptive source observations. Scenario links are explicit relationships only; they do not change scores, infer likelihood, establish causality, or generate a recommendation.

v2.8.0 · Decision Graph & Dependency Mapping

See what the decision depends on before the reasoning disappears into a final answer

Map evidence, assumptions, models, Site Intelligence context, scenarios, criteria, alternatives, uncertainty, tradeoffs, requests, recommendations, and decisions as an inspectable dependency graph.

Dependency boundary: edges show declared or structural relationships, not causality. Fan-out is not importance. Change impact creates a review queue; it does not invalidate records or change recommendations automatically.

Build the graph to inspect dependencies, orphan records, cycles, unresolved references, and downstream review paths.

v2.9.0 · Recommendations, Review & Challenge

Turn a selected option into a challengeable recommendation record—not an automatic answer

Record the human-selected candidate, explicit support and counterarguments, reviewer challenges, conditions, and a human disposition while preserving the Decision Graph behind it.

Build a recommendation candidate to begin review.

Review boundary: A candidate is not a winner. Scores do not imply approval. Challenges are resolved or explicitly overridden by people. A disposition does not execute a decision or authorize external action.

v3.0.0 · Connected Decision Intelligence

See the whole decision lifecycle as one connected system

Summarize the recorded path from framing through monitoring, expose the first incomplete stage, preserve cross-product lineage, and propose bounded next-action routes without automatic transitions or execution.

FrameEvidenceAnalyzeCompareStressReviewDecideMonitor
Connected intelligence boundary: Readiness is not approval. Lifecycle position is not an automatic transition. Suggested routes do not execute Lab, Workbench, Site Intelligence, Library, or Research Librarian work. Human decision ownership is preserved.

v2.3.1 · Criteria, Alternatives & Tradeoff Matrix

Compare choices without hiding the judgment

Define criteria and weights, name candidate alternatives, enter evidence-linked evaluations, and build a transparent comparison matrix with coverage, threshold, and review diagnostics.

Comparison boundary: Weighted scores and thresholds expose tradeoffs. They do not select a winner or create an automatic recommendation. Criteria, weights, evidence, and consequential choices remain subject to accountable human review.

v2.4.0 · Uncertainty, Sensitivity & Confidence

Test how much the comparison moves

Register explicit bounds, perturb criterion weights, test evaluation ranges, inspect score envelopes and ordering changes, and assess process confidence from visible coverage dimensions.

Confidence boundary: Process confidence measures documentation, review, evidence linkage, uncertainty characterization, and sensitivity coverage. It is not a probability that an alternative or recommendation is correct, and no sensitivity result selects a winner.

v2.6.0 · Lab + Workbench Native Handoffs

Move analytical artifacts without losing their origin

Receive Research Lab experiments and analyses or Workbench calculations and models as typed, fingerprinted source artifacts. Send an unresolved decision question back to Lab or Workbench and retain the request/return relationship in the Decision Object.

Execution boundary: Lab owns experiments and scientific analysis. Workbench owns calculations, models, simulations, and engineering computation. Decision Studio requests, receives, links, and reviews those artifacts; a handoff receipt is not validation or approval.

Catalyst module navigation and handoffs

Open the specialized module you need, carry the Decision Packet with you, and return its artifact for synthesis

Decision Studio v2.0.1 promotes Canvas, Data, Analytics R, Global Impact, Narrative Risk, Finance, and Grit from a hidden compatibility dropdown into a visible working pathway. Routes are configurable in WordPress, and packet handoffs remain browser-local unless a connected product explicitly imports them.

Specialized Catalyst modules

Frame → Anchor → Model → Measure → Review → Evaluate → Sustain

Use Send Decision Packet to place a bounded handoff in browser storage and open the selected module with a return URL. Use Import Artifact when you already exported JSON from that module.

FrameRoute configured · Adapter ready

Problem framing and design

Catalyst Canvas

Frame the challenge, stakeholders, assumptions, journeys, prototypes, and experiments before decision synthesis.

Packet target
decision_framing
Artifact
framing
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
AnchorRoute configured · Adapter ready

Evidence and measurement

Catalyst Data

Attach entities, indicators, periods, observations, measurements, methods, sources, and provenance.

Packet target
evidence_and_measurement
Artifact
evidence_records
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
ModelRoute configured · Adapter ready

Scenarios and uncertainty

Catalyst Analytics R

Carry governed scenarios, assumptions, uncertainty, sensitivity, stress tests, rankings, and interpretation boundaries.

Packet target
scenarios
Artifact
scenario_analysis
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
MeasureRoute configured · Adapter ready

Impact records

Global Impact Catalyst

Track initiatives, goals, indicators, baselines, current values, targets, sources, confidence, and progress.

Packet target
impact_measurement
Artifact
impact_records
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
ReviewRoute configured · Adapter ready

Claims and narrative exposure

Narrative Risk

Review claims, evidence strength, contradictions, uncertainty, consequence, volatility, and correction needs.

Packet target
claim_and_risk_review
Artifact
claim_reviews
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
EvaluateRoute configured · Adapter ready

Financial tradeoffs

Catalyst Finance

Evaluate NPV, ROI, payback, benefit-cost logic, carbon cost, assumptions, risk adjustments, and decision notes.

Packet target
financial_tradeoffs
Artifact
finance_analysis
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
SustainRoute configured · Adapter ready

Execution and recovery

Catalyst Grit

Record pressure, disruption, capacity, support, recovery actions, next steps, implementation risks, and reassessment points.

Packet target
execution_and_recovery
Artifact
execution_recovery
Contract
scds-platform-artifact/1.0 + legacy adapter
Open Module →
Handoff status: No Catalyst module handoff has been prepared in this browser session.

Connected platform services

Source → Research → Observe → Calculate → Validate → Trace → Decide

These services provide current typed platform artifacts, source context, experiments, calculations, and shared identities around the Decision Packet.

Knowledge LibraryResearch LibrarianSite IntelligenceWorkbenchResearch LabPlatform CoreDecision Studio

Sources and citations

Knowledge Library

Import durable source records, quotations, Harvard-style citations, bibliographies, collections, and evidence notes.

Packet target: evidence_registry

Open product →

Research routes and gaps

Research Librarian

Import research routes, recommended sources, evidence gaps, related titles, and follow-up questions.

Packet target: research_routes

Open product →

Indicators and observations

Site Intelligence

Import indicators, country dossiers, live observations, methodology records, source health, and freshness context.

Packet target: live_evidence

Open product →

Calculations and models

Workbench

Import formulas, calculations, graphs, models, code outputs, validation checks, assumptions, and technical reports.

Packet target: calculation_trace

Open product →

Experiments and scientific artifacts

Research Lab

Import experiments, notebooks, datasets, instrument context, validation results, provenance, and scientific reports.

Packet target: experimental_evidence

Open product →

Entities and Evidence Ledger

Platform Core

Import canonical entities, Evidence Ledger records, provenance links, identifiers, signatures, and shared exchange metadata.

Packet target: platform_registry

Open product →

Decision synthesis

Decision Studio

Synthesize typed evidence into scenarios, readiness findings, an auditable brief, and export bundle.

Packet target: integrated_decision_brief

Open product →
v2.0.1 repair: Catalyst modules are first-class navigation targets again. The existing compatibility adapters remain intact, so exported Canvas, Data, Analytics R, Global Impact, Narrative Risk, Finance, and Grit JSON can still be normalized into the correct Decision Packet sections.

Artifact import

Paste a Catalyst module or connected-product artifact

Select the product that created the export, paste its JSON, and validate it before merging. Decision Studio preserves the original source snapshot while mapping supported fields into the packet.

Brief readiness & review status

Quality gates before export

Review whether the Decision Packet is ready for a draft brief, reviewed export, or further evidence work. The readiness gate checks framing, evidence, scenarios, impact, claims, finance, recovery, audit/provenance, and synthesis.

Readiness: readiness scoring now surfaces section status, unresolved issues, required reviews, and export gates. It is a workflow quality screen, not approval or professional signoff.

Decision governance & review center

Assign accountability, control review, and record human approval

Move the Decision Packet through a controlled lifecycle with a named owner, assigned reviewers, approval conditions, exceptions, conflict declarations, sign-offs, expiration dates, and a tamper-evident review history.

Human control: Decision Studio may flag missing evidence or contradictions, but it cannot approve, certify, assure, or professionally sign off a decision.

v1.12.0 collaborative workspace

Collaborative Decision Room

Private WordPress-managed rooms for participants, comments, change requests, snapshots, version comparison, notifications, and approved-version locks.

Private by default
Sign-in required. Decision Rooms are private records and are not available to anonymous visitors.

Institutional and Domain Decision Packs

Apply a reusable decision methodology without hiding the evidence or governance requirements

Select a pack to populate required intake, criteria, evidence, indicators, Workbench models, review roles, risk questions, readiness rules, and briefing templates.

Boundary: Decision Packs organize institutional review. They do not provide legal, engineering, financial, medical, compliance, assurance, or professional certification. AI cannot approve or sign off a decision.

climate energy

Climate and Energy Strategy

Evaluate decarbonization, energy transition, resilience, affordability, and implementation pathways.

6 evidence requirements · 6 criteria · 5 review roles

infrastructure capital

Infrastructure and Capital Investment

Compare capital programs using lifecycle performance, resilience, public value, delivery risk, and maintainability.

6 evidence requirements · 6 criteria · 5 review roles

urban resilience

Urban Resilience

Assess urban interventions across hazards, infrastructure interdependencies, vulnerable populations, and recovery capacity.

6 evidence requirements · 6 criteria · 5 review roles

procurement

Sustainable Procurement

Compare procurement choices using total cost, supplier risk, lifecycle impact, labor and human-rights concerns, and contract governance.

6 evidence requirements · 6 criteria · 5 review roles

responsible ai

Responsible AI and Technology Governance

Evaluate AI or digital-system adoption across purpose, evidence, rights, safety, accountability, data governance, and operational controls.

6 evidence requirements · 6 criteria · 5 review roles

research governance

Research Program Approval

Review a proposed research program across significance, methodology, feasibility, ethics, data stewardship, and reproducibility.

6 evidence requirements · 6 criteria · 5 review roles

environmental management

Environmental Intervention

Compare restoration, conservation, remediation, or management interventions using ecological evidence, uncertainty, durability, and community effects.

6 evidence requirements · 6 criteria · 5 review roles

humanitarian development

Humanitarian and Development Programming

Assess programs across need, protection, effectiveness, localization, feasibility, accountability, and conflict sensitivity.

6 evidence requirements · 6 criteria · 5 review roles

policy governance

Organizational Policy

Evaluate organizational policies across purpose, authority, evidence, feasibility, rights, implementation, and reviewability.

6 evidence requirements · 6 criteria · 5 review roles

advisory

Advisory Diagnostic and Recommendation

Structure evidence-based advisory diagnostics, options, recommendations, implementation conditions, and client approval records.

6 evidence requirements · 6 criteria · 5 review roles

Decision Briefing and Publication Studio

Turn a governed Decision Packet into a citation-native publication

Create executive memos, technical reports, board briefs, alternatives analyses, public dossiers, appendices, implementation plans, dissenting views, and monitoring plans.

Governance boundary: reviewed and public publications remain blocked until the Decision Governance and Review Center permits release. Print-ready HTML may be saved as PDF through the browser after human review.

v1.14.0 lifecycle control

Outcomes, Monitoring, and Reassessment

Track commitments after approval, compare actual results with expected outcomes, surface invalidated assumptions and emerging risks, and create human-owned reassessment, amendment, or retirement records.

Human-control boundary: monitoring may identify deviations and trigger reassessment, but it cannot automatically amend, suspend, approve, or retire a decision.

Public API, embeds & institutional integration

Publish safe summaries and exchange governed Decision Packets

Create governance-gated public dossiers, script-free readiness and scenario descriptors, signed institutional archives, Platform Core gateway records, and hash-addressed internal events.

Decision Packet 1.8
Privacy boundary: Public outputs remove invitation data, contact details, internal notes, raw private artifacts, and private Decision Room records. Institutional actions require an authenticated WordPress editor or administrator.

v1.16.0 · Accessibility, Offline Use, and Release Hardening

Validate access, recovery, migrations, and production release gates

Run an explicit engineering readiness review for keyboard and assistive-technology support, offline drafts, recovery snapshots, large-packet performance, backup and restore, privacy, and additive packet migration.

Boundary: Automated checks support release review but cannot establish full WCAG conformance, legal compliance, security assurance, or professional certification. Named humans still authorize release.
Online status will be detected when this workspace initializes.

v2.0.0 · Connected Decision Intelligence Platform

End-to-end decision lifecycle

Assess the active Decision Packet across Frame, Research, Evidence, Model, Compare, Challenge, Review, Approve, Publish, Implement, Monitor, and Reassess. The platform routes gaps to the right Sustainable Catalyst product while preserving human control.

Human-control boundary: Lifecycle assessment may recommend actions, but it cannot approve, publish, amend, suspend, retire, or externally deliver a decision.

Four-pillar scorecard

Environmental, social, economic, and governance scoring

Use transparent weights and indicators to compare viability across the four pillars.

Risk and resilience

Map exposure, vulnerability, and mitigation capacity

Screen risk across cost, implementation, environmental, stakeholder, and governance dimensions.

v2.5.0 · Scenario Comparison & Stress Testing

Test whether the decision holds under different conditions

Define named baseline, upside, downside, and stress conditions against the same Tradeoff Matrix. Compare score ranges, ordering changes, threshold breaches, and explicit failure modes without treating scenarios as forecasts or automatically selecting a winner.

Scenario boundary: Scenario labels and stress cases are conditional assumptions, not likelihood estimates. A stress-test pass is not approval, certification, or a recommendation, and an ordering change is surfaced for review rather than resolved automatically.

Advanced Scenario & Sensitivity Studio

Compare alternatives, vary assumptions, find thresholds, and inspect uncertainty

Model any number of alternatives, apply weighted criteria, run one-way and two-variable sensitivity screens, search for break-even points, compare time horizons, and review stakeholder distribution and reversibility.

Scenario Studio: scenario analysis is now an auditable studio rather than a fixed comparison table. Screening outputs remain conditional on the assumptions entered and should be routed to Workbench for probabilistic simulation, optimization, engineering, or domain forecasting.
Compatibility scenario matrix

Workbench handoff

Send deeper calculations, graphs, and technical checks to Workbench

Decision Studio synthesizes the decision. Workbench performs deeper symbolic, graph, engineering, scenario, risk, economics, environmental QA/QC, and domain-specific analysis.

Workbench handoff: handoff recommendations include tool IDs, reasons, priorities, shortcodes, and a payload summary that can be used to continue analysis in Workbench.

Saved Decision Packets & Export Center

Save the packet, reload prior work, and export the full decision bundle

Decision Studio can preserve the current Decision Packet as a browser-saved working record, generate a complete export bundle, and prepare JSON, Markdown, HTML, audit, readiness, scenario, and Workbench handoff exports.

Saved packets: saved packets are working records for review and continuation. Reviewed and public exports are governed by the current approval gate; internal draft exports remain available for controlled working use.

Saved packets

Export bundle

Integrated brief generator

Professional decision memo from the full Decision Packet

Generate a structured brief that synthesizes framing, evidence, scenarios, impact records, claim review, finance, recovery, four-pillar scores, audit/provenance, and Workbench handoffs.

Integrated brief: the brief generator now includes readiness status, scenario comparison matrix, Workbench handoff details, audit appendix summary, and Markdown/HTML/JSON exports.

AI Decision Briefing Layer

Assumption critique, risk interpretation, and decision caveats

Generate a cautious, site-scoped decision-support brief through the configured backend AI provider when available. If the backend or provider is unavailable, Decision Studio returns a deterministic fallback brief.

AI boundary: AI output is a drafting and interpretation aid. It does not approve, certify, assure, or replace professional judgment.

Audit & Provenance

Decision packet ledger, sources, assumptions, calculations, claims, changes, and review status

Generate a structured audit appendix that shows what was entered, which module artifacts are present, which sources support the decision, which calculations were used, and which assumptions still require review.

Audit and provenance: audit works with the readiness gate so unresolved evidence, source, calculation, finance, claim, and review issues can be surfaced before export.
Boundary: Readiness is not approval. A completed lifecycle means the recorded decision work is present and reviewable; it does not certify the evidence, guarantee the outcome, authorize implementation, or replace accountable human judgment.

Connected Decision Intelligence · v3.0

Eight stages from framing to reassessment

Decision Studio now organizes its capabilities around a single lifecycle. Each stage remains inspectable, revisable, and connected to the objects and platform services that produced it.

01 · Frame

Define the decision

State the question, objective, constraints, stakeholders, alternatives, criteria, and assumptions.

02 · Evidence

Build the evidence base

Connect sources, claims, provenance, evidence quality, contradictions, and unresolved gaps.

03 · Analyze

Model and calculate

Use Lab and Workbench for models, computation, sensitivity, causal analysis, and reproducible technical work.

04 · Compare

Evaluate alternatives

Compare alternatives against explicit criteria, evidence, thresholds, tradeoffs, and uncertainty.

05 · Stress

Test scenarios

Examine downside, upside, custom, and stress conditions without treating scenarios as forecasts.

06 · Review

Challenge the recommendation

Record counterarguments, dissent, evidence gaps, unresolved assumptions, and reviewer challenges.

07 · Decide

Record human judgment

Preserve the selected course, rationale, conditions, dissent, and explicit human disposition.

08 · Monitor

Reassess the outcome

Track outcomes, implementation milestones, changing context, invalidated assumptions, and reassessment triggers.

FrameEvidenceAnalyzeCompareStressReviewDecideMonitor

Unified Decision Object

One canonical record across the full lifecycle

The Decision Object keeps framing, evidence, models, scenarios, criteria, alternatives, context, recommendation review, human disposition, provenance, and outcomes connected instead of scattering them across isolated forms and exports.

Structure

Framing, alternatives, criteria

Keep the choice itself stable while alternatives, constraints, criteria, and stakeholder perspectives evolve.

Reasoning

Evidence, assumptions, models, scenarios

Preserve what is known, what is assumed, how analysis was performed, and which conditions were tested.

Dependencies

Decision graph and change impact

Make upstream support, downstream dependencies, unsupported nodes, cycles, and review impacts visible.

Accountability

Review, decision, outcomes

Preserve challenges, dissent, human disposition, rationale, implementation context, and reassessment history.

Connected Sustainable Catalyst platform

Decision Studio orchestrates specialized work without duplicating it

Each platform component keeps ownership of its specialized objects and methods. Decision Studio brings those outputs into a decision context while preserving source identity, versions, provenance, uncertainty, and review state.

Knowledge Library

Evidence

Documents, citations, source bundles, research records, reusable knowledge objects, and publication lineage.

Research Librarian

Research routing

Guided discovery, source selection, evidence-gap identification, and research-path development.

Site Intelligence

Real-world context

Geographic, environmental, humanitarian, infrastructure, scientific, institutional, and live contextual signals.

Research Lab

Analysis

Models, graphs, uncertainty, Bayesian methods, causal analysis, study workflows, and reproducible research artifacts.

Workbench

Computation

Equations, units, calculators, engineering logic, numerical analysis, simulations, and reproducible computation.

Platform Core

Infrastructure

Typed objects, shared services, routing, integration contracts, runtime coordination, and cross-product infrastructure.

Inspectable reasoning

See both the recommendation and what it depends on

Decision Studio keeps the path from evidence to outcome explicit. Dependencies are represented as reviewable relationships, not as automatic proof of causality or importance.

Decision Graph

Dependency and change-impact mapping

Trace how evidence, assumptions, models, scenarios, criteria, alternatives, context, recommendations, decisions, and outcomes relate. Identify unsupported nodes, cycles, and downstream work that should be reviewed when an upstream object changes.

Review & Challenge

Counterarguments remain first-class

Recommendation candidates retain supporting evidence and countercases. Reviewer challenges, dissent, unresolved issues, and conditions are preserved rather than flattened into a single score.

  1. EvidenceSources
  2. AssumptionsClaims
  3. ModelsAnalysis
  4. ScenariosConditions
  5. CriteriaStandards
  6. AlternativesChoices
  7. ReviewChallenge
  8. DecisionJudgment
  9. OutcomeReassess

Decision capabilities

Specialized workspaces inside one lifecycle

The Studio exposes deeper tools when the decision needs them, while Connected Intelligence keeps the current state, unresolved work, and next appropriate action visible.

Evidence & Sources

Traceable evidence base

Source bundles, claims, support/challenge relationships, citation coverage, contradictions, and review state.

Tradeoffs

Criteria and alternatives

Explicit criteria weights, alternative evaluations, thresholds, coverage diagnostics, and bounded summaries.

Uncertainty

Sensitivity and confidence

Weight perturbation, evaluation bounds, score envelopes, overlap diagnostics, and bounded process confidence.

Scenarios

Comparison and stress testing

Baseline, upside, downside, stress, and custom conditions with ordering-change and threshold diagnostics.

Native Handoffs

Lab and Workbench integration

Versioned analytical and computational artifacts with request lineage, provenance, and deterministic fingerprints.

Context

Site Intelligence integration

Source-owned geographic and live context with observation times, freshness, methodology, and limitations.

Decision Graph

Dependencies and impact

Explicit dependency edges, graph diagnostics, change-impact traversal, and review queues.

Recommendation Review

Challenge before disposition

Recommendation candidates, supporting and countervailing evidence, challenges, dissent, and human disposition.

Connected Intelligence

Lifecycle readiness and routing

Eight-stage readiness, first-incomplete-stage detection, bounded next-action routing, and cross-product lineage.

Outputs

A decision leaves behind an auditable record

Outputs are designed to be inspected, exchanged, challenged, exported, and revisited rather than reduced to a single score or opaque recommendation.

Decision Object

Canonical record

The connected representation of framing, evidence, analysis, review, decision, provenance, and outcomes.

Decision Packet

Portable review artifact

A structured packet for collaboration, institutional review, exchange, and downstream workflows.

Decision Graph

Reasoning structure

A dependency-aware representation of support, context, assumptions, analysis, review, and change impact.

Lifecycle Record

Readiness and reassessment

A stage-aware snapshot of completed work, unresolved dependencies, routed next actions, outcomes, and triggers.

Use cases

For decisions where evidence and accountability both matter

Decision Studio is most useful when alternatives, uncertainty, competing criteria, changing context, and accountable human judgment must be brought together before action.

Energy & climate

Transition and investment choices

Compare efficiency, generation, emissions, resilience, cost, financing, and implementation pathways.

Infrastructure

Public and technical systems

Connect feasibility, exposure, public value, cost, resilience, environmental context, and institutional capacity.

Procurement

Supplier and technology choices

Structure tradeoffs among price, quality, emissions, risk, labor, evidence, reliability, and long-term value.

Policy & programs

Public-interest decisions

Connect evidence, stakeholder effects, scenarios, assumptions, implementation risk, and review criteria.

Research

Evidence-informed choices

Turn research findings into explicit alternatives, criteria, uncertainty, recommendations, and next-study questions.

Organizations

Strategic and operational choices

Structure decisions that combine financial, technical, sustainability, institutional, and execution constraints.

Technical architecture

WordPress interface, FastAPI backend, connected platform services

Decision Studio combines a WordPress-integrated interface with the Sustainable Catalyst FastAPI backend on Contabo. Typed contracts connect platform work while preserving deterministic operation and human control.

Interface

WordPress

The public page embeds Decision Studio through its shortcode while keeping explanation, boundaries, and workflow close to the tool.

Backend

Python / FastAPI

Structured decision objects, validation, analysis orchestration, graph logic, review workflows, and export services.

Runtime

Contabo / Docker

The production service runs as a containerized Sustainable Catalyst backend behind the public API gateway.

AI assistance

Optional and bounded

AI may assist with interpretation and briefing where configured; structured evidence and accountable human judgment remain primary.

Boundaries

Decision support does not transfer accountability to software

Outputs depend on user inputs, evidence quality, assumptions, analytical choices, model quality, context freshness, backend availability, and human review. A structured decision record can improve transparency without eliminating uncertainty.

Use responsibly: Do not enter confidential, proprietary, sensitive personal, legal, medical, financial, or regulated information into the public Studio. Do not treat its outputs as certifications, assurance opinions, regulatory approvals, investment recommendations, professional advice, or automatic authorization to act.

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